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This volume contains most of the contributions presented at the
conference "Mathematical Learning Models - Theory and Algorithms."
The conference was organized by the Institute of Applied
Mathematics of the University of Bonn under the auspices of the
Sonderforschungs bereich 72. It took place in the Physikzentrum in
Bad Honnef near to Bonn from May 3 - May 7, 1982. The idea of the
organizers was to bring together experts who work on very related
problems, but partially by using different approaches. The main
subjects of the program were: - mathematical learning models, -
bandit problems, - stochastic approximation procedures, -
sequential decision processes with unknown law of nature. We felt
that in a sense "learning" was a common concept for all these
branches. In the contributions the state of the art in the above
topics was presented from different pOints of view with special
regard to recent advances. The exchange of results and opinions was
continued in many fruitful and vivid discussions. The atmosphere of
the conference center offered a suitable and pleasant framework for
the scientific program. We express our gratitude to all
contributors for making the con ference successful. Simultaneously
we hope that further work on the above mentioned field has been
stimulated."
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